LangSmith vs CircleCI

LangSmith

CircleCI

LangSmith · 14 features

• Alerts — Threshold alerts on latency, cost, eval metrics.
• Annotation Queues — Human-review workflows for trace quality rating.
• Custom Dashboards — Aggregate metrics dashboards per project/tag.
• Datasets — Collect examples → use as eval sets or training data.
• Evaluations — LLM-as-judge, embedding similarity, custom Python evaluators, offline batch eval…
• LangChain Integration — Auto-trace any LangChain/LangGraph run with env var.
• LangGraph Integration — First-class trace + eval for LangGraph agents.
• LLM Tracing — Automatic trace every LLM call + tool call + chain step.
• OpenTelemetry Export — Export traces as OTLP to Datadog/Honeycomb/etc.
• Playground — Test prompts + models inline before deploying.
• Prompt Canvas — Visual prompt editor with live test + eval.
• Prompt Hub — Public + private prompt library with versioning.
• Self-Hosted (Enterprise) — Docker + k8s deployment in your infra.
• Threads + Sessions — Group traces into conversational sessions.

CircleCI · 17 features

• ARM + GPU Runners — ARM64 + T4 GPU resource classes.
• .circleci/config.yml — Single source of truth (YAML 2.1).
• Contexts — Org-scoped shared env vars.
• Deploy Markers — Track deployments + rollback.
• Docker Layer Caching — Reuse Docker layers.
• Dynamic Config — Generate config based on changed paths.
• Manual Approval — Gate workflows with manual step.
• Matrix Jobs — Parameterized parallel jobs.
• Orbs — Packaged reusable jobs + commands.
• Parallelism — Split a job across N parallel containers.
• Rerun with SSH — SSH into failed job.
• Restricted Contexts — RBAC for secrets.
• Scheduled Pipelines — Cron-triggered runs.
• Self-Hosted Runners — On your infra.
• Test Insights — Flaky test detection + trends.
• Test Splitting — By timings, filenames, classnames.
• Workflows (DAG) — Fan out, fan in, conditional.